Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "179"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 179 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 78 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 76 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 179, Node N12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459894 RF_maintenance 100.00% 97.62% 87.84% 0.00% - - 12.169069 13.737664 8.562843 9.580179 9.637235 10.421858 1.581925 1.854547 0.0637 0.1343 0.0646 nan nan
2459893 RF_maintenance 100.00% 99.73% 88.49% 0.00% - - 12.460833 14.033414 9.087809 10.086830 8.102862 8.853283 1.833211 2.291907 0.0686 0.1441 0.0750 nan nan
2459892 RF_maintenance 100.00% 100.00% 91.35% 0.00% - - 12.561689 14.044935 10.673392 11.716183 6.471230 6.554320 1.107128 1.656559 0.0729 0.1261 0.0557 nan nan
2459891 RF_maintenance 100.00% 100.00% 92.76% 0.00% - - 11.172412 13.011025 10.474680 11.687846 8.517671 9.887172 1.094280 1.808078 0.0624 0.1103 0.0511 nan nan
2459890 RF_maintenance 100.00% 99.84% 97.57% 0.00% - - 11.791194 13.381452 13.010406 14.038895 7.992119 8.732340 0.220164 0.323817 0.0560 0.0943 0.0386 nan nan
2459889 RF_maintenance 100.00% 100.00% 93.24% 0.00% - - 13.125976 15.118496 10.082501 11.304908 10.927325 12.561999 1.833232 2.555545 0.0658 0.1105 0.0449 nan nan
2459888 RF_maintenance 100.00% 100.00% 92.92% 0.00% - - 10.996483 12.663535 12.130704 13.158395 9.878371 11.606515 2.019832 2.293523 0.0704 0.1128 0.0491 nan nan
2459887 RF_maintenance 100.00% 100.00% 94.33% 0.00% - - 11.720305 13.409216 12.273635 13.029458 7.360296 9.998304 0.674990 1.252310 0.0608 0.1046 0.0453 nan nan
2459886 RF_maintenance 100.00% 88.64% 73.44% 0.00% - - 16.502785 18.096704 10.668759 11.430946 6.413967 7.801446 2.465469 1.781251 0.1015 0.1726 0.0816 nan nan
2459885 RF_maintenance 100.00% 99.89% 75.95% 0.00% - - 20.254400 21.994343 63.024278 66.386584 14.204998 19.460931 16.801512 11.494531 0.0636 0.1499 0.0791 nan nan
2459884 RF_maintenance 100.00% 100.00% 90.54% 0.00% - - 11.203396 12.435258 11.805902 12.720807 7.975119 9.593085 0.504578 0.873808 0.0550 0.1265 0.0689 nan nan
2459883 RF_maintenance 100.00% 100.00% 91.73% 0.00% - - 15.766264 17.538831 56.917103 59.709396 7.837027 10.708551 2.792959 4.145086 0.0601 0.1278 0.0615 nan nan
2459882 RF_maintenance 100.00% 100.00% 98.00% 0.00% - - 26.245977 29.017770 63.674724 67.595773 11.162574 15.141767 1.345913 1.831938 0.0585 0.1028 0.0413 nan nan
2459881 RF_maintenance 100.00% 96.30% 82.24% 0.00% - - 14.805365 16.623293 72.607444 76.813779 21.968719 30.561793 5.587743 15.077897 0.0729 0.2104 0.1103 nan nan
2459880 RF_maintenance 100.00% 100.00% 99.94% 0.00% - - 18.042368 20.369555 60.104576 63.189713 6.701717 9.299377 1.153063 1.480209 0.0546 0.0670 0.0159 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.419762 10.980746 10.563811 11.464753 1.352398 2.038792 1.230321 1.871261 0.0466 0.0432 0.0056 nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.243544 18.193218 72.761008 76.451401 11.505442 15.752098 4.612502 5.784085 0.0554 0.0521 0.0057 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.394904 20.486886 52.299360 55.973854 29.965866 44.174209 4.116003 5.343205 0.0502 0.0559 0.0077 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.411563 22.115193 68.631474 72.902910 13.592686 20.956185 2.671863 8.314890 0.0488 0.0569 0.0094 nan nan
2459874 digital_ok 100.00% 100.00% 100.00% 0.00% - - 27.451901 30.976442 35.724901 38.279822 18.466486 27.676872 2.853232 3.556013 0.0521 0.0552 0.0061 nan nan
2459873 digital_ok 100.00% 100.00% 100.00% 0.00% - - 20.689846 23.172710 46.360466 49.601279 7.373072 11.264148 0.979947 1.622613 0.0502 0.0645 0.0131 nan nan
2459872 digital_ok 100.00% 100.00% 100.00% 0.00% - - 18.011298 20.530983 59.357132 63.614644 20.421754 31.505970 1.678718 1.936885 0.0435 0.0520 0.0090 nan nan
2459871 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.472632 16.731712 63.938431 67.789175 18.267733 25.952804 1.036285 1.089989 0.0479 0.0710 0.0210 nan nan
2459870 digital_ok 100.00% 100.00% 100.00% 0.00% - - 24.432262 27.592784 48.030286 51.084626 11.406907 18.513574 8.102253 8.714807 0.0513 0.0610 0.0098 nan nan
2459869 digital_ok 100.00% 100.00% 99.19% 0.00% - - 20.498835 22.023647 47.958813 50.696707 16.096421 23.197487 5.176464 4.794833 0.0501 0.0649 0.0137 nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - 22.270817 25.360969 72.841791 77.064083 11.100580 17.144648 4.393412 4.889494 0.0457 0.0637 0.0169 nan nan
2459867 digital_ok 100.00% 100.00% 100.00% 0.00% - - 15.520432 18.124969 57.199013 60.935223 6.011376 9.895593 1.838066 1.886256 0.0455 0.0734 0.0242 nan nan
2459866 digital_ok 100.00% 100.00% 100.00% 0.00% - - 17.944624 20.631269 53.898491 57.624579 7.158352 11.513215 3.827880 3.829434 0.0527 0.0759 0.0202 nan nan
2459865 digital_ok 100.00% 100.00% 92.59% 0.00% - - 19.987803 23.538384 65.705589 70.482139 16.158703 24.117079 14.566584 12.089824 0.0455 0.0966 0.0434 nan nan
2459864 digital_ok 100.00% 100.00% 100.00% 0.00% - - 24.078470 28.284390 26.281387 28.910371 8.505464 13.594385 3.380002 4.576714 0.0416 0.0673 0.0227 nan nan
2459863 digital_ok 100.00% 100.00% 98.60% 0.00% - - 14.546927 17.202687 8.323794 9.327530 3.242469 5.338162 1.325110 1.681195 0.0436 0.0686 0.0221 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.410239 17.451450 30.013182 33.254873 12.604711 19.097575 1.494620 1.763819 0.0463 0.0674 0.0172 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.085114 12.921618 8.363316 9.523222 2.680919 3.389094 0.775212 1.129675 0.0406 0.0627 0.0189 nan nan
2459860 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.102162 14.112921 25.060279 27.554969 15.043384 21.921026 1.258045 1.235359 0.0408 0.0787 0.0305 nan nan
2459859 digital_ok 100.00% 100.00% 94.68% 0.00% - - 10.096632 11.945207 9.021314 10.182245 2.422612 3.140286 0.285506 0.563051 0.0449 0.0995 0.0440 nan nan
2459858 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.985450 12.745026 9.339126 10.456544 2.515422 3.392573 0.676120 1.178051 0.0422 0.0887 0.0379 1.228654 1.237449
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.706348 5.449198 1.748408 2.409974 2.445550 2.807610 4.153801 5.983906 0.0283 0.0245 0.0017 nan nan
2459856 digital_ok 100.00% 100.00% 98.86% 0.00% 100.00% 0.00% 16.279530 18.929018 23.525783 25.646513 6.980032 12.488888 1.580866 2.232272 0.0386 0.1181 0.0632 1.217829 1.239327
2459855 digital_ok 100.00% 100.00% 98.08% 0.00% 100.00% 0.00% 17.202877 18.967519 24.638946 26.742097 2.629952 4.336699 1.036946 1.236465 0.0399 0.1013 0.0495 1.191303 1.205392
2459854 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.215061 17.498135 18.861967 20.453264 3.677991 4.257858 2.789576 3.549918 0.0369 0.0927 0.0412 1.204005 1.212359
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.261613 16.935125 25.612936 28.307057 7.383490 11.436296 2.040684 2.683283 0.0388 0.0578 0.0125 1.220271 1.220026
2459852 digital_ok 100.00% 100.00% 99.46% 0.00% 100.00% 0.00% 14.401679 18.708947 26.577140 29.699293 15.896520 20.186459 16.620306 16.185634 0.0348 0.1281 0.0667 1.212550 1.236732
2459851 digital_ok 100.00% 100.00% 88.61% 0.00% 100.00% 0.00% 11.195010 22.076135 27.144598 31.606907 21.632919 43.502241 12.068863 19.916689 0.0355 0.1407 0.0593 0.892451 0.907900
2459850 digital_ok 100.00% 0.00% 0.00% 1.75% 100.00% 0.00% -0.323427 -0.848098 -0.715674 -0.442977 4.112232 -0.518741 11.177892 1.475261 0.7347 0.7493 0.3701 2.845469 2.718975
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.928855 -0.831521 -0.549419 -0.810875 3.634052 -1.353656 7.867405 -0.976494 0.7321 0.7422 0.3736 3.259957 3.091728
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.290974 -0.551668 -0.425889 -1.079705 7.620157 -1.087640 4.721847 -0.888460 0.7108 0.7448 0.3956 2.673357 2.526260
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.154031 -0.462135 -0.143904 -1.010063 4.430675 -0.756276 3.556510 -0.596169 0.7187 0.6815 0.4468 3.160185 2.989721
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.849836 -0.500071 -0.387599 0.131923 4.502215 -1.573581 6.491174 -1.288290 0.7077 0.7301 0.4093 4.635185 5.101200
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.698743 2.806105 -0.055747 3.158749 14.882429 0.717759 3.015217 1.576994 0.0285 0.0265 0.0012 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 0.961015 -0.434916 -1.170971 -1.207273 2.555120 -0.992306 6.734754 -0.519134 0.7251 0.7313 0.4162 4.407438 4.167485
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.248377 -0.145069 0.214014 0.386481 4.191336 0.783581 1.253594 0.042971 0.7465 0.6561 0.2792 8.421163 8.957811
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 2.414631 3.634610 0.193135 2.110196 11.291602 1.224829 2.154852 1.822014 0.0284 0.0261 0.0016 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 110.604897 312.120939 50.278546 206.291940 320.639267 6594.876550 697.918286 10379.717033 0.0450 0.0214 0.0065 nan nan
2459839 digital_ok 100.00% - - - - - 30.451380 41.386308 140.397816 196.027994 183.381509 413.744793 1268.352650 3081.952083 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.008735 0.286624 -0.898944 0.141224 7.428225 -1.639014 3.699609 -0.753475 0.6809 0.6452 0.4041 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0379 0.0345 0.0023 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.063875 -0.760086 -0.287293 -0.273706 12.557950 -1.272740 1.296011 -0.913938 0.0358 0.0352 0.0028 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.483481 0.244014 0.443627 1.327881 12.148813 -0.389710 2.067507 1.449405 0.0367 0.0327 0.0019 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.195758 0.133129 -1.055984 -0.127496 3.396897 -1.190882 7.094316 -0.550181 0.7409 0.4696 0.5550 3.318981 3.035978
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.085597 0.732906 1.789859 6.045606 1.610739 0.936051 1.367570 2.287349 0.0391 0.0322 0.0038 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.121219 1.152893 -1.055763 0.021338 6.891660 -1.530655 7.063952 -1.058322 0.7450 0.4867 0.5402 4.885598 5.100486
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.714255 2.195250 -0.417459 0.088382 3.693709 -1.706710 10.711215 -0.868631 0.6973 0.6126 0.4078 8.797915 5.291812
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.485859 1.062711 -0.527006 0.123087 4.961027 -0.701746 5.909206 -0.669232 0.7384 0.4894 0.5210 0.000000 0.000000
2459827 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.104599 1.163918 -0.792024 0.067664 2.194970 -0.781281 0.681099 -1.478662 0.0640 0.0643 0.0120 -0.000000 -0.000000
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.421057 0.313596 -0.570132 -0.080555 8.117856 -1.329655 14.226338 -0.358397 0.0711 0.0831 0.0178 0.000000 0.000000
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.085908 -0.299432 -0.512978 0.181104 3.644161 -0.750996 0.201771 -0.809213 0.0734 0.0744 0.0181 1.190762 1.193227
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.485771 0.864506 -0.555155 0.348550 5.114376 -1.132097 8.157282 -0.598949 0.0684 0.0692 0.0117 0.955371 0.952720
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.002835 -0.135416 -0.340247 -0.024544 0.750044 -0.033247 9.849564 0.163716 0.0651 0.0707 0.0171 0.877384 0.882741
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.344974 0.823320 -0.940155 0.121739 4.012698 -0.962325 4.379445 -0.744692 0.0653 0.0702 0.0129 1.186536 1.189353
2459821 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.712995 -0.565067 -0.934483 -0.270213 2.070449 -0.596374 1.609851 -0.615560 0.0520 0.0623 0.0121 1.236261 1.235982
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.138878 0.929840 -0.733980 -0.139017 5.522436 0.119448 6.961818 -0.044019 0.0640 0.0655 0.0112 1.213106 1.211349
2459817 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.793452 0.337476 -0.930570 -0.205615 0.433579 -0.792208 0.299115 -0.806917 0.0722 0.0847 0.0150 1.207773 1.211174
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.829031 0.639867 -0.669125 0.375458 4.316428 0.418771 9.245096 -0.186388 0.8389 0.5835 0.6056 3.693647 3.710528
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.385011 0.014002 -0.761165 -0.044224 4.543640 -0.069163 6.629410 -0.303116 0.7896 0.6523 0.5300 3.157788 3.126359
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 179: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 13.737664 13.737664 12.169069 9.580179 8.562843 10.421858 9.637235 1.854547 1.581925

Antenna 179: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 14.033414 12.460833 14.033414 9.087809 10.086830 8.102862 8.853283 1.833211 2.291907

Antenna 179: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 14.044935 14.044935 12.561689 11.716183 10.673392 6.554320 6.471230 1.656559 1.107128

Antenna 179: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 13.011025 11.172412 13.011025 10.474680 11.687846 8.517671 9.887172 1.094280 1.808078

Antenna 179: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 14.038895 13.381452 11.791194 14.038895 13.010406 8.732340 7.992119 0.323817 0.220164

Antenna 179: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 15.118496 13.125976 15.118496 10.082501 11.304908 10.927325 12.561999 1.833232 2.555545

Antenna 179: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 13.158395 12.663535 10.996483 13.158395 12.130704 11.606515 9.878371 2.293523 2.019832

Antenna 179: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 13.409216 13.409216 11.720305 13.029458 12.273635 9.998304 7.360296 1.252310 0.674990

Antenna 179: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 18.096704 16.502785 18.096704 10.668759 11.430946 6.413967 7.801446 2.465469 1.781251

Antenna 179: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 66.386584 21.994343 20.254400 66.386584 63.024278 19.460931 14.204998 11.494531 16.801512

Antenna 179: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 12.720807 12.435258 11.203396 12.720807 11.805902 9.593085 7.975119 0.873808 0.504578

Antenna 179: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 59.709396 17.538831 15.766264 59.709396 56.917103 10.708551 7.837027 4.145086 2.792959

Antenna 179: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 67.595773 29.017770 26.245977 67.595773 63.674724 15.141767 11.162574 1.831938 1.345913

Antenna 179: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 76.813779 16.623293 14.805365 76.813779 72.607444 30.561793 21.968719 15.077897 5.587743

Antenna 179: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 63.189713 20.369555 18.042368 63.189713 60.104576 9.299377 6.701717 1.480209 1.153063

Antenna 179: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 11.464753 10.980746 9.419762 11.464753 10.563811 2.038792 1.352398 1.871261 1.230321

Antenna 179: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 76.451401 18.193218 16.243544 76.451401 72.761008 15.752098 11.505442 5.784085 4.612502

Antenna 179: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 55.973854 18.394904 20.486886 52.299360 55.973854 29.965866 44.174209 4.116003 5.343205

Antenna 179: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Power 72.902910 19.411563 22.115193 68.631474 72.902910 13.592686 20.956185 2.671863 8.314890

Antenna 179: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 38.279822 27.451901 30.976442 35.724901 38.279822 18.466486 27.676872 2.853232 3.556013

Antenna 179: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 49.601279 20.689846 23.172710 46.360466 49.601279 7.373072 11.264148 0.979947 1.622613

Antenna 179: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 63.614644 20.530983 18.011298 63.614644 59.357132 31.505970 20.421754 1.936885 1.678718

Antenna 179: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 67.789175 16.731712 14.472632 67.789175 63.938431 25.952804 18.267733 1.089989 1.036285

Antenna 179: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 51.084626 24.432262 27.592784 48.030286 51.084626 11.406907 18.513574 8.102253 8.714807

Antenna 179: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 50.696707 20.498835 22.023647 47.958813 50.696707 16.096421 23.197487 5.176464 4.794833

Antenna 179: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 77.064083 22.270817 25.360969 72.841791 77.064083 11.100580 17.144648 4.393412 4.889494

Antenna 179: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 60.935223 15.520432 18.124969 57.199013 60.935223 6.011376 9.895593 1.838066 1.886256

Antenna 179: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 57.624579 20.631269 17.944624 57.624579 53.898491 11.513215 7.158352 3.829434 3.827880

Antenna 179: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 70.482139 19.987803 23.538384 65.705589 70.482139 16.158703 24.117079 14.566584 12.089824

Antenna 179: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 28.910371 28.284390 24.078470 28.910371 26.281387 13.594385 8.505464 4.576714 3.380002

Antenna 179: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Shape 17.202687 14.546927 17.202687 8.323794 9.327530 3.242469 5.338162 1.325110 1.681195

Antenna 179: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 33.254873 14.410239 17.451450 30.013182 33.254873 12.604711 19.097575 1.494620 1.763819

Antenna 179: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Shape 12.921618 12.921618 11.085114 9.523222 8.363316 3.389094 2.680919 1.129675 0.775212

Antenna 179: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 27.554969 12.102162 14.112921 25.060279 27.554969 15.043384 21.921026 1.258045 1.235359

Antenna 179: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Shape 11.945207 10.096632 11.945207 9.021314 10.182245 2.422612 3.140286 0.285506 0.563051

Antenna 179: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Shape 12.745026 12.745026 10.985450 10.456544 9.339126 3.392573 2.515422 1.178051 0.676120

Antenna 179: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Temporal Discontinuties 5.983906 5.449198 5.706348 2.409974 1.748408 2.807610 2.445550 5.983906 4.153801

Antenna 179: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 25.646513 16.279530 18.929018 23.525783 25.646513 6.980032 12.488888 1.580866 2.232272

Antenna 179: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 26.742097 18.967519 17.202877 26.742097 24.638946 4.336699 2.629952 1.236465 1.036946

Antenna 179: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 20.453264 17.498135 17.215061 20.453264 18.861967 4.257858 3.677991 3.549918 2.789576

Antenna 179: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 28.307057 16.935125 14.261613 28.307057 25.612936 11.436296 7.383490 2.683283 2.040684

Antenna 179: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 29.699293 14.401679 18.708947 26.577140 29.699293 15.896520 20.186459 16.620306 16.185634

Antenna 179: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Temporal Variability 43.502241 11.195010 22.076135 27.144598 31.606907 21.632919 43.502241 12.068863 19.916689

Antenna 179: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 11.177892 -0.323427 -0.848098 -0.715674 -0.442977 4.112232 -0.518741 11.177892 1.475261

Antenna 179: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 7.867405 -0.928855 -0.831521 -0.549419 -0.810875 3.634052 -1.353656 7.867405 -0.976494

Antenna 179: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 7.620157 -0.551668 -0.290974 -1.079705 -0.425889 -1.087640 7.620157 -0.888460 4.721847

Antenna 179: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 4.430675 -0.462135 -0.154031 -1.010063 -0.143904 -0.756276 4.430675 -0.596169 3.556510

Antenna 179: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 6.491174 -0.500071 0.849836 0.131923 -0.387599 -1.573581 4.502215 -1.288290 6.491174

Antenna 179: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 14.882429 1.698743 2.806105 -0.055747 3.158749 14.882429 0.717759 3.015217 1.576994

Antenna 179: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 6.734754 -0.434916 0.961015 -1.207273 -1.170971 -0.992306 2.555120 -0.519134 6.734754

Antenna 179: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 4.191336 -0.248377 -0.145069 0.214014 0.386481 4.191336 0.783581 1.253594 0.042971

Antenna 179: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 11.291602 2.414631 3.634610 0.193135 2.110196 11.291602 1.224829 2.154852 1.822014

Antenna 179: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Temporal Discontinuties 10379.717033 110.604897 312.120939 50.278546 206.291940 320.639267 6594.876550 697.918286 10379.717033

Antenna 179: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Temporal Discontinuties 3081.952083 41.386308 30.451380 196.027994 140.397816 413.744793 183.381509 3081.952083 1268.352650

Antenna 179: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 7.428225 0.286624 -0.008735 0.141224 -0.898944 -1.639014 7.428225 -0.753475 3.699609

Antenna 179: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 12.557950 -0.760086 -1.063875 -0.273706 -0.287293 -1.272740 12.557950 -0.913938 1.296011

Antenna 179: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 12.148813 0.244014 -0.483481 1.327881 0.443627 -0.389710 12.148813 1.449405 2.067507

Antenna 179: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 7.094316 -0.195758 0.133129 -1.055984 -0.127496 3.396897 -1.190882 7.094316 -0.550181

Antenna 179: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 6.045606 -0.085597 0.732906 1.789859 6.045606 1.610739 0.936051 1.367570 2.287349

Antenna 179: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 7.063952 -0.121219 1.152893 -1.055763 0.021338 6.891660 -1.530655 7.063952 -1.058322

Antenna 179: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 10.711215 2.195250 -0.714255 0.088382 -0.417459 -1.706710 3.693709 -0.868631 10.711215

Antenna 179: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 5.909206 1.062711 -0.485859 0.123087 -0.527006 -0.701746 4.961027 -0.669232 5.909206

Antenna 179: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 2.194970 -0.104599 1.163918 -0.792024 0.067664 2.194970 -0.781281 0.681099 -1.478662

Antenna 179: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 14.226338 0.313596 0.421057 -0.080555 -0.570132 -1.329655 8.117856 -0.358397 14.226338

Antenna 179: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 3.644161 -0.299432 -0.085908 0.181104 -0.512978 -0.750996 3.644161 -0.809213 0.201771

Antenna 179: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 8.157282 0.485771 0.864506 -0.555155 0.348550 5.114376 -1.132097 8.157282 -0.598949

Antenna 179: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 9.849564 -0.135416 2.002835 -0.024544 -0.340247 -0.033247 0.750044 0.163716 9.849564

Antenna 179: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 4.379445 -0.344974 0.823320 -0.940155 0.121739 4.012698 -0.962325 4.379445 -0.744692

Antenna 179: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 2.070449 -0.565067 -0.712995 -0.270213 -0.934483 -0.596374 2.070449 -0.615560 1.609851

Antenna 179: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 6.961818 -0.138878 0.929840 -0.733980 -0.139017 5.522436 0.119448 6.961818 -0.044019

Antenna 179: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Variability 0.433579 -0.793452 0.337476 -0.930570 -0.205615 0.433579 -0.792208 0.299115 -0.806917

Antenna 179: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 9.245096 0.639867 0.829031 0.375458 -0.669125 0.418771 4.316428 -0.186388 9.245096

Antenna 179: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Temporal Discontinuties 6.629410 0.014002 -0.385011 -0.044224 -0.761165 -0.069163 4.543640 -0.303116 6.629410

Antenna 179: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 179: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: